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Density of states for fast embedding node-attributed graphs

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Bibliographic Details
Main Authors: Lingxiao, Zhao, Saurabh, Sawlani, Leman, Akoglu
Format: Book
Language:English
Published: Springer 2023
Subjects:
A-DOGE
node-attributed graph
Online Access:https://link.springer.com/article/10.1007/s10115-023-01836-3
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8239
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spelling oai:localhost:PNK-82392023-04-24T02:16:11Z Density of states for fast embedding node-attributed graphs Lingxiao, Zhao Saurabh, Sawlani Leman, Akoglu A-DOGE node-attributed graph CC BY Given a node-attributed graph, how can we efficiently represent it with few numerical features that expressively reflect its topology and attribute information? We propose A-DOGE, for attributed DOS-based graph embedding, based on density of states (DOS, a.k.a. spectral density) to tackle this problem. A-DOGE is designed to fulfill a long desiderata of desirable characteristics. Most notably, it capitalizes on efficient approximation algorithms for DOS, that we extend to blend in node labels and attributes for the first time, making it fast and scalable for large attributed graphs and graph databases. 2023-04-24T02:16:11Z 2023-04-24T02:16:11Z 2023 Book https://link.springer.com/article/10.1007/s10115-023-01836-3 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8239 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic A-DOGE
node-attributed graph
spellingShingle A-DOGE
node-attributed graph
Lingxiao, Zhao
Saurabh, Sawlani
Leman, Akoglu
Density of states for fast embedding node-attributed graphs
description CC BY
format Book
author Lingxiao, Zhao
Saurabh, Sawlani
Leman, Akoglu
author_facet Lingxiao, Zhao
Saurabh, Sawlani
Leman, Akoglu
author_sort Lingxiao, Zhao
title Density of states for fast embedding node-attributed graphs
title_short Density of states for fast embedding node-attributed graphs
title_full Density of states for fast embedding node-attributed graphs
title_fullStr Density of states for fast embedding node-attributed graphs
title_full_unstemmed Density of states for fast embedding node-attributed graphs
title_sort density of states for fast embedding node-attributed graphs
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s10115-023-01836-3
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8239
_version_ 1764086838993092608
score 8.8894005

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